Overview
Brought to you by YData
Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 7842 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.2 MiB |
| Average record size in memory | 567.0 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 6 |
| Boolean | 2 |
customer_id is highly overall correlated with housing and 1 other fields | High correlation |
education is highly overall correlated with job | High correlation |
housing is highly overall correlated with customer_id | High correlation |
job is highly overall correlated with education | High correlation |
month is highly overall correlated with customer_id | High correlation |
contact is highly imbalanced (61.7%) | Imbalance |
previous is highly skewed (γ1 = 27.99539649) | Skewed |
customer_id is uniformly distributed | Uniform |
customer_id has unique values | Unique |
balance has 432 (5.5%) zeros | Zeros |
Reproduction
| Analysis started | 2024-12-21 20:36:18.882427 |
|---|---|
| Analysis finished | 2024-12-21 20:36:40.900829 |
| Duration | 22.02 seconds |
| Software version | ydata-profiling vv4.12.1 |
| Download configuration | config.json |
Variables
customer_id
Real number (ℝ)
High correlation Uniform Unique
| Distinct | 7842 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3921.5 |
| Minimum | 1 |
|---|---|
| Maximum | 7842 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 61.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 393.05 |
| Q1 | 1961.25 |
| median | 3921.5 |
| Q3 | 5881.75 |
| 95-th percentile | 7449.95 |
| Maximum | 7842 |
| Range | 7841 |
| Interquartile range (IQR) | 3920.5 |
Descriptive statistics
| Standard deviation | 2263.9347 |
|---|---|
| Coefficient of variation (CV) | 0.57731346 |
| Kurtosis | -1.2 |
| Mean | 3921.5 |
| Median Absolute Deviation (MAD) | 1960.5 |
| Skewness | 0 |
| Sum | 30752403 |
| Variance | 5125400.5 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 5238 | 1 | < 0.1% |
| 5236 | 1 | < 0.1% |
| 5235 | 1 | < 0.1% |
| 5234 | 1 | < 0.1% |
| 5233 | 1 | < 0.1% |
| 5232 | 1 | < 0.1% |
| 5231 | 1 | < 0.1% |
| 5230 | 1 | < 0.1% |
| 5229 | 1 | < 0.1% |
| Other values (7832) | 7832 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 7842 | 1 | |
| 7841 | 1 | |
| 7840 | 1 | |
| 7839 | 1 | |
| 7838 | 1 | |
| 7837 | 1 | |
| 7836 | 1 | |
| 7835 | 1 | |
| 7834 | 1 | |
| 7833 | 1 |
age
Real number (ℝ)
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.783856 |
| Minimum | 18 |
|---|---|
| Maximum | 89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 61.4 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 27 |
| Q1 | 32 |
| median | 38 |
| Q3 | 47 |
| 95-th percentile | 60.95 |
| Maximum | 89 |
| Range | 71 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 11.282964 |
|---|---|
| Coefficient of variation (CV) | 0.2766527 |
| Kurtosis | 0.8694297 |
| Mean | 40.783856 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.9747082 |
| Sum | 319827 |
| Variance | 127.30527 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 33 | 412 | 5.3% |
| 32 | 393 | 5.0% |
| 34 | 381 | 4.9% |
| 37 | 368 | 4.7% |
| 35 | 358 | 4.6% |
| 31 | 349 | 4.5% |
| 36 | 317 | 4.0% |
| 30 | 301 | 3.8% |
| 38 | 280 | 3.6% |
| 39 | 249 | 3.2% |
| Other values (60) | 4434 |
| Value | Count | Frequency (%) |
| 18 | 2 | < 0.1% |
| 19 | 9 | 0.1% |
| 20 | 10 | 0.1% |
| 21 | 16 | 0.2% |
| 22 | 26 | 0.3% |
| 23 | 43 | 0.5% |
| 24 | 51 | 0.7% |
| 25 | 64 | |
| 26 | 132 | |
| 27 | 158 |
| Value | Count | Frequency (%) |
| 89 | 1 | < 0.1% |
| 88 | 1 | < 0.1% |
| 86 | 3 | < 0.1% |
| 84 | 5 | 0.1% |
| 83 | 8 | |
| 82 | 7 | |
| 81 | 3 | < 0.1% |
| 80 | 14 | |
| 79 | 11 | |
| 78 | 4 | 0.1% |
job
Categorical
High correlation
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 508.3 KiB |
| management | |
|---|---|
| blue-collar | |
| technician | |
| admin. | |
| services | |
| Other values (6) |
Length
| Max length | 13 |
|---|---|
| Median length | 12 |
| Mean length | 9.3532262 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | admin. |
|---|---|
| 2nd row | admin. |
| 3rd row | services |
| 4th row | management |
| 5th row | management |
Common Values
| Value | Count | Frequency (%) |
| management | 1753 | |
| blue-collar | 1537 | |
| technician | 1289 | |
| admin. | 1057 | |
| services | 682 | 8.7% |
| retired | 458 | 5.8% |
| self-employed | 264 | 3.4% |
| student | 237 | 3.0% |
| entrepreneur | 211 | 2.7% |
| unemployed | 208 | 2.7% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| management | 1753 | |
| blue-collar | 1537 | |
| technician | 1289 | |
| admin | 1057 | |
| services | 682 | 8.7% |
| retired | 458 | 5.8% |
| self-employed | 264 | 3.4% |
| student | 237 | 3.0% |
| entrepreneur | 211 | 2.7% |
| unemployed | 208 | 2.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 11047 | |
| n | 8008 | |
| a | 7535 | |
| l | 5347 | 7.3% |
| m | 5181 | 7.1% |
| i | 4921 | 6.7% |
| c | 4797 | 6.5% |
| t | 4185 | 5.7% |
| r | 3768 | 5.1% |
| d | 2370 | 3.2% |
| Other values (12) | 16189 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73348 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 11047 | |
| n | 8008 | |
| a | 7535 | |
| l | 5347 | 7.3% |
| m | 5181 | 7.1% |
| i | 4921 | 6.7% |
| c | 4797 | 6.5% |
| t | 4185 | 5.7% |
| r | 3768 | 5.1% |
| d | 2370 | 3.2% |
| Other values (12) | 16189 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73348 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 11047 | |
| n | 8008 | |
| a | 7535 | |
| l | 5347 | 7.3% |
| m | 5181 | 7.1% |
| i | 4921 | 6.7% |
| c | 4797 | 6.5% |
| t | 4185 | 5.7% |
| r | 3768 | 5.1% |
| d | 2370 | 3.2% |
| Other values (12) | 16189 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73348 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 11047 | |
| n | 8008 | |
| a | 7535 | |
| l | 5347 | 7.3% |
| m | 5181 | 7.1% |
| i | 4921 | 6.7% |
| c | 4797 | 6.5% |
| t | 4185 | 5.7% |
| r | 3768 | 5.1% |
| d | 2370 | 3.2% |
| Other values (12) | 16189 |
marital_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 488.7 KiB |
| married | |
|---|---|
| single | |
| divorced |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.8001785 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | married |
|---|---|
| 2nd row | single |
| 3rd row | married |
| 4th row | married |
| 5th row | married |
Common Values
| Value | Count | Frequency (%) |
| married | 4501 | |
| single | 2454 | |
| divorced | 887 | 11.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 4501 | |
| single | 2454 | |
| divorced | 887 | 11.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 9889 | |
| i | 7842 | |
| e | 7842 | |
| d | 6275 | |
| m | 4501 | |
| a | 4501 | |
| s | 2454 | 4.6% |
| n | 2454 | 4.6% |
| g | 2454 | 4.6% |
| l | 2454 | 4.6% |
| Other values (3) | 2661 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 53327 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 9889 | |
| i | 7842 | |
| e | 7842 | |
| d | 6275 | |
| m | 4501 | |
| a | 4501 | |
| s | 2454 | 4.6% |
| n | 2454 | 4.6% |
| g | 2454 | 4.6% |
| l | 2454 | 4.6% |
| Other values (3) | 2661 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 53327 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 9889 | |
| i | 7842 | |
| e | 7842 | |
| d | 6275 | |
| m | 4501 | |
| a | 4501 | |
| s | 2454 | 4.6% |
| n | 2454 | 4.6% |
| g | 2454 | 4.6% |
| l | 2454 | 4.6% |
| Other values (3) | 2661 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 53327 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 9889 | |
| i | 7842 | |
| e | 7842 | |
| d | 6275 | |
| m | 4501 | |
| a | 4501 | |
| s | 2454 | 4.6% |
| n | 2454 | 4.6% |
| g | 2454 | 4.6% |
| l | 2454 | 4.6% |
| Other values (3) | 2661 | 5.0% |
education
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 501.0 KiB |
| secondary | |
|---|---|
| tertiary | |
| primary |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 8.4061464 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | tertiary |
|---|---|
| 2nd row | secondary |
| 3rd row | secondary |
| 4th row | tertiary |
| 5th row | tertiary |
Common Values
| Value | Count | Frequency (%) |
| secondary | 4197 | |
| tertiary | 2633 | |
| primary | 1012 | 12.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| secondary | 4197 | |
| tertiary | 2633 | |
| primary | 1012 | 12.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 11487 | |
| a | 7842 | |
| y | 7842 | |
| e | 6830 | |
| t | 5266 | |
| s | 4197 | 6.4% |
| c | 4197 | 6.4% |
| o | 4197 | 6.4% |
| n | 4197 | 6.4% |
| d | 4197 | 6.4% |
| Other values (3) | 5669 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 65921 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 11487 | |
| a | 7842 | |
| y | 7842 | |
| e | 6830 | |
| t | 5266 | |
| s | 4197 | 6.4% |
| c | 4197 | 6.4% |
| o | 4197 | 6.4% |
| n | 4197 | 6.4% |
| d | 4197 | 6.4% |
| Other values (3) | 5669 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 65921 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 11487 | |
| a | 7842 | |
| y | 7842 | |
| e | 6830 | |
| t | 5266 | |
| s | 4197 | 6.4% |
| c | 4197 | 6.4% |
| o | 4197 | 6.4% |
| n | 4197 | 6.4% |
| d | 4197 | 6.4% |
| Other values (3) | 5669 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 65921 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 11487 | |
| a | 7842 | |
| y | 7842 | |
| e | 6830 | |
| t | 5266 | |
| s | 4197 | 6.4% |
| c | 4197 | 6.4% |
| o | 4197 | 6.4% |
| n | 4197 | 6.4% |
| d | 4197 | 6.4% |
| Other values (3) | 5669 |
balance
Real number (ℝ)
Zeros
| Distinct | 3090 |
|---|---|
| Distinct (%) | 39.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1552.3433 |
| Minimum | -1884 |
|---|---|
| Maximum | 81204 |
| Zeros | 432 |
| Zeros (%) | 5.5% |
| Negative | 471 |
| Negative (%) | 6.0% |
| Memory size | 61.4 KiB |
Quantile statistics
| Minimum | -1884 |
|---|---|
| 5-th percentile | -60.95 |
| Q1 | 162 |
| median | 595 |
| Q3 | 1733.75 |
| 95-th percentile | 6179.85 |
| Maximum | 81204 |
| Range | 83088 |
| Interquartile range (IQR) | 1571.75 |
Descriptive statistics
| Standard deviation | 3084.58 |
|---|---|
| Coefficient of variation (CV) | 1.9870476 |
| Kurtosis | 142.56241 |
| Mean | 1552.3433 |
| Median Absolute Deviation (MAD) | 559 |
| Skewness | 8.2429717 |
| Sum | 12173476 |
| Variance | 9514633.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 432 | 5.5% |
| 1 | 20 | 0.3% |
| 2 | 20 | 0.3% |
| 5 | 17 | 0.2% |
| 4 | 17 | 0.2% |
| 201 | 14 | 0.2% |
| 3 | 14 | 0.2% |
| 393 | 13 | 0.2% |
| 315 | 12 | 0.2% |
| 6 | 12 | 0.2% |
| Other values (3080) | 7271 |
| Value | Count | Frequency (%) |
| -1884 | 1 | |
| -1882 | 1 | |
| -1621 | 1 | |
| -1400 | 1 | |
| -1329 | 1 | |
| -1212 | 1 | |
| -1112 | 1 | |
| -1083 | 1 | |
| -982 | 1 | |
| -980 | 1 |
| Value | Count | Frequency (%) |
| 81204 | 2 | |
| 52587 | 1 | < 0.1% |
| 37378 | 1 | < 0.1% |
| 34230 | 1 | < 0.1% |
| 32948 | 1 | < 0.1% |
| 31630 | 1 | < 0.1% |
| 29941 | 1 | < 0.1% |
| 29340 | 1 | < 0.1% |
| 29080 | 1 | < 0.1% |
| 27696 | 4 |
housing
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.8 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 4942 | |
| False | 2900 |
| Value | Count | Frequency (%) |
| False | 6753 | |
| True | 1089 | 13.9% |
contact
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 498.5 KiB |
| cellular | |
|---|---|
| telephone | 585 |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.0745983 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | telephone |
|---|---|
| 2nd row | telephone |
| 3rd row | telephone |
| 4th row | telephone |
| 5th row | telephone |
Common Values
| Value | Count | Frequency (%) |
| cellular | 7257 | |
| telephone | 585 | 7.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| cellular | 7257 | |
| telephone | 585 | 7.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 22356 | |
| e | 9012 | |
| c | 7257 | 11.5% |
| u | 7257 | 11.5% |
| a | 7257 | 11.5% |
| r | 7257 | 11.5% |
| t | 585 | 0.9% |
| p | 585 | 0.9% |
| h | 585 | 0.9% |
| o | 585 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 63321 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 22356 | |
| e | 9012 | |
| c | 7257 | 11.5% |
| u | 7257 | 11.5% |
| a | 7257 | 11.5% |
| r | 7257 | 11.5% |
| t | 585 | 0.9% |
| p | 585 | 0.9% |
| h | 585 | 0.9% |
| o | 585 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 63321 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 22356 | |
| e | 9012 | |
| c | 7257 | 11.5% |
| u | 7257 | 11.5% |
| a | 7257 | 11.5% |
| r | 7257 | 11.5% |
| t | 585 | 0.9% |
| p | 585 | 0.9% |
| h | 585 | 0.9% |
| o | 585 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 63321 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 22356 | |
| e | 9012 | |
| c | 7257 | 11.5% |
| u | 7257 | 11.5% |
| a | 7257 | 11.5% |
| r | 7257 | 11.5% |
| t | 585 | 0.9% |
| p | 585 | 0.9% |
| h | 585 | 0.9% |
| o | 585 | 0.9% |
day_of_week
Real number (ℝ)
| Distinct | 31 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.26001 |
| Minimum | 1 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 61.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7 |
| median | 14 |
| Q3 | 20 |
| 95-th percentile | 29 |
| Maximum | 31 |
| Range | 30 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 7.8853282 |
|---|---|
| Coefficient of variation (CV) | 0.55296792 |
| Kurtosis | -0.75261059 |
| Mean | 14.26001 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.27183789 |
| Sum | 111827 |
| Variance | 62.178401 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 18 | 491 | 6.3% |
| 15 | 453 | 5.8% |
| 17 | 431 | 5.5% |
| 20 | 431 | 5.5% |
| 13 | 418 | 5.3% |
| 12 | 380 | 4.8% |
| 14 | 352 | 4.5% |
| 5 | 349 | 4.5% |
| 6 | 341 | 4.3% |
| 4 | 336 | 4.3% |
| Other values (21) | 3860 |
| Value | Count | Frequency (%) |
| 1 | 107 | 1.4% |
| 2 | 307 | |
| 3 | 237 | |
| 4 | 336 | |
| 5 | 349 | |
| 6 | 341 | |
| 7 | 320 | |
| 8 | 294 | |
| 9 | 183 | |
| 10 | 99 | 1.3% |
| Value | Count | Frequency (%) |
| 31 | 30 | 0.4% |
| 30 | 241 | |
| 29 | 270 | |
| 28 | 164 | |
| 27 | 93 | 1.2% |
| 26 | 129 | |
| 25 | 111 | |
| 24 | 50 | 0.6% |
| 23 | 67 | 0.9% |
| 22 | 107 | 1.4% |
month
Categorical
High correlation
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 459.6 KiB |
| may | |
|---|---|
| nov | |
| apr | |
| feb | |
| aug | |
| Other values (7) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | oct |
|---|---|
| 2nd row | oct |
| 3rd row | oct |
| 4th row | oct |
| 5th row | oct |
Common Values
| Value | Count | Frequency (%) |
| may | 2436 | |
| nov | 1093 | |
| apr | 1075 | |
| feb | 881 | 11.2% |
| aug | 493 | 6.3% |
| jan | 472 | 6.0% |
| oct | 312 | 4.0% |
| jun | 302 | 3.9% |
| sep | 281 | 3.6% |
| jul | 225 | 2.9% |
| Other values (2) | 272 | 3.5% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| may | 2436 | |
| nov | 1093 | |
| apr | 1075 | |
| feb | 881 | 11.2% |
| aug | 493 | 6.3% |
| jan | 472 | 6.0% |
| oct | 312 | 4.0% |
| jun | 302 | 3.9% |
| sep | 281 | 3.6% |
| jul | 225 | 2.9% |
| Other values (2) | 272 | 3.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 4636 | |
| m | 2596 | |
| y | 2436 | |
| n | 1867 | |
| o | 1405 | 6.0% |
| p | 1356 | 5.8% |
| e | 1274 | 5.4% |
| r | 1235 | 5.2% |
| v | 1093 | 4.6% |
| u | 1020 | 4.3% |
| Other values (9) | 4608 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 23526 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 4636 | |
| m | 2596 | |
| y | 2436 | |
| n | 1867 | |
| o | 1405 | 6.0% |
| p | 1356 | 5.8% |
| e | 1274 | 5.4% |
| r | 1235 | 5.2% |
| v | 1093 | 4.6% |
| u | 1020 | 4.3% |
| Other values (9) | 4608 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 23526 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 4636 | |
| m | 2596 | |
| y | 2436 | |
| n | 1867 | |
| o | 1405 | 6.0% |
| p | 1356 | 5.8% |
| e | 1274 | 5.4% |
| r | 1235 | 5.2% |
| v | 1093 | 4.6% |
| u | 1020 | 4.3% |
| Other values (9) | 4608 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 23526 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 4636 | |
| m | 2596 | |
| y | 2436 | |
| n | 1867 | |
| o | 1405 | 6.0% |
| p | 1356 | 5.8% |
| e | 1274 | 5.4% |
| r | 1235 | 5.2% |
| v | 1093 | 4.6% |
| u | 1020 | 4.3% |
| Other values (9) | 4608 |
duration
Real number (ℝ)
| Distinct | 973 |
|---|---|
| Distinct (%) | 12.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 261.29061 |
| Minimum | 5 |
|---|---|
| Maximum | 2219 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 61.4 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 41 |
| Q1 | 113 |
| median | 194 |
| Q3 | 324 |
| 95-th percentile | 711.95 |
| Maximum | 2219 |
| Range | 2214 |
| Interquartile range (IQR) | 211 |
Descriptive statistics
| Standard deviation | 236.20327 |
|---|---|
| Coefficient of variation (CV) | 0.90398682 |
| Kurtosis | 9.8382106 |
| Mean | 261.29061 |
| Median Absolute Deviation (MAD) | 96 |
| Skewness | 2.5687501 |
| Sum | 2049041 |
| Variance | 55791.986 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 158 | 38 | 0.5% |
| 113 | 36 | 0.5% |
| 136 | 36 | 0.5% |
| 99 | 35 | 0.4% |
| 124 | 35 | 0.4% |
| 110 | 34 | 0.4% |
| 175 | 34 | 0.4% |
| 104 | 33 | 0.4% |
| 134 | 33 | 0.4% |
| 122 | 33 | 0.4% |
| Other values (963) | 7495 |
| Value | Count | Frequency (%) |
| 5 | 2 | < 0.1% |
| 6 | 6 | 0.1% |
| 7 | 16 | |
| 8 | 14 | |
| 9 | 14 | |
| 10 | 11 | |
| 11 | 16 | |
| 12 | 11 | |
| 13 | 16 | |
| 14 | 11 |
| Value | Count | Frequency (%) |
| 2219 | 1 | |
| 2184 | 1 | |
| 2129 | 1 | |
| 2062 | 1 | |
| 2053 | 1 | |
| 1962 | 1 | |
| 1925 | 1 | |
| 1916 | 1 | |
| 1835 | 1 | |
| 1823 | 1 |
campaign
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0642693 |
| Minimum | 1 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 61.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.5661093 |
|---|---|
| Coefficient of variation (CV) | 0.7586749 |
| Kurtosis | 8.164171 |
| Mean | 2.0642693 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.4257454 |
| Sum | 16188 |
| Variance | 2.4526984 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 1 | 3784 | |
| 2 | 2180 | |
| 3 | 870 | 11.1% |
| 4 | 406 | 5.2% |
| 5 | 247 | 3.1% |
| 6 | 153 | 2.0% |
| 7 | 93 | 1.2% |
| 8 | 52 | 0.7% |
| 9 | 24 | 0.3% |
| 11 | 12 | 0.2% |
| Other values (6) | 21 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 3784 | |
| 2 | 2180 | |
| 3 | 870 | 11.1% |
| 4 | 406 | 5.2% |
| 5 | 247 | 3.1% |
| 6 | 153 | 2.0% |
| 7 | 93 | 1.2% |
| 8 | 52 | 0.7% |
| 9 | 24 | 0.3% |
| 10 | 10 | 0.1% |
| Value | Count | Frequency (%) |
| 16 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 12 | 7 | 0.1% |
| 11 | 12 | 0.2% |
| 10 | 10 | 0.1% |
| 9 | 24 | 0.3% |
| 8 | 52 | |
| 7 | 93 |
pdays
Real number (ℝ)
| Distinct | 527 |
|---|---|
| Distinct (%) | 6.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 223.25287 |
| Minimum | 1 |
|---|---|
| Maximum | 871 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 61.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 79 |
| Q1 | 133 |
| median | 195 |
| Q3 | 326 |
| 95-th percentile | 370 |
| Maximum | 871 |
| Range | 870 |
| Interquartile range (IQR) | 193 |
Descriptive statistics
| Standard deviation | 111.83013 |
|---|---|
| Coefficient of variation (CV) | 0.50091238 |
| Kurtosis | 0.86378585 |
| Mean | 223.25287 |
| Median Absolute Deviation (MAD) | 93 |
| Skewness | 0.51405676 |
| Sum | 1750749 |
| Variance | 12505.977 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 182 | 151 | 1.9% |
| 92 | 138 | 1.8% |
| 183 | 120 | 1.5% |
| 91 | 115 | 1.5% |
| 181 | 114 | 1.5% |
| 370 | 94 | 1.2% |
| 184 | 84 | 1.1% |
| 364 | 72 | 0.9% |
| 94 | 70 | 0.9% |
| 95 | 70 | 0.9% |
| Other values (517) | 6814 |
| Value | Count | Frequency (%) |
| 1 | 14 | 0.2% |
| 2 | 36 | |
| 3 | 1 | < 0.1% |
| 4 | 2 | < 0.1% |
| 5 | 11 | 0.1% |
| 6 | 10 | 0.1% |
| 7 | 6 | 0.1% |
| 8 | 24 | |
| 9 | 12 | 0.2% |
| 10 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 871 | 1 | |
| 854 | 1 | |
| 842 | 1 | |
| 831 | 1 | |
| 828 | 1 | |
| 826 | 1 | |
| 805 | 1 | |
| 804 | 1 | |
| 792 | 1 | |
| 784 | 1 |
previous
Real number (ℝ)
Skewed
| Distinct | 39 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1842642 |
| Minimum | 1 |
|---|---|
| Maximum | 275 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 61.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 9 |
| Maximum | 275 |
| Range | 274 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 4.6141896 |
|---|---|
| Coefficient of variation (CV) | 1.4490599 |
| Kurtosis | 1546.6843 |
| Mean | 3.1842642 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 27.995396 |
| Sum | 24971 |
| Variance | 21.290746 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 1 | 2637 | |
| 2 | 1980 | |
| 3 | 1089 | |
| 4 | 689 | 8.8% |
| 5 | 437 | 5.6% |
| 6 | 263 | 3.4% |
| 7 | 190 | 2.4% |
| 8 | 127 | 1.6% |
| 9 | 88 | 1.1% |
| 10 | 63 | 0.8% |
| Other values (29) | 279 | 3.6% |
| Value | Count | Frequency (%) |
| 1 | 2637 | |
| 2 | 1980 | |
| 3 | 1089 | |
| 4 | 689 | 8.8% |
| 5 | 437 | 5.6% |
| 6 | 263 | 3.4% |
| 7 | 190 | 2.4% |
| 8 | 127 | 1.6% |
| 9 | 88 | 1.1% |
| 10 | 63 | 0.8% |
| Value | Count | Frequency (%) |
| 275 | 1 | < 0.1% |
| 58 | 1 | < 0.1% |
| 55 | 1 | < 0.1% |
| 51 | 1 | < 0.1% |
| 40 | 1 | < 0.1% |
| 38 | 2 | |
| 37 | 2 | |
| 35 | 1 | < 0.1% |
| 32 | 1 | < 0.1% |
| 30 | 3 |
poutcome
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 486.8 KiB |
| failure | |
|---|---|
| other | |
| success |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.5536853 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | failure |
|---|---|
| 2nd row | other |
| 3rd row | failure |
| 4th row | other |
| 5th row | failure |
Common Values
| Value | Count | Frequency (%) |
| failure | 4679 | |
| other | 1750 | 22.3% |
| success | 1413 | 18.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| failure | 4679 | |
| other | 1750 | 22.3% |
| success | 1413 | 18.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 7842 | |
| r | 6429 | |
| u | 6092 | |
| f | 4679 | |
| a | 4679 | |
| i | 4679 | |
| l | 4679 | |
| s | 4239 | |
| c | 2826 | 5.5% |
| o | 1750 | 3.4% |
| Other values (2) | 3500 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 51394 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 7842 | |
| r | 6429 | |
| u | 6092 | |
| f | 4679 | |
| a | 4679 | |
| i | 4679 | |
| l | 4679 | |
| s | 4239 | |
| c | 2826 | 5.5% |
| o | 1750 | 3.4% |
| Other values (2) | 3500 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 51394 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 7842 | |
| r | 6429 | |
| u | 6092 | |
| f | 4679 | |
| a | 4679 | |
| i | 4679 | |
| l | 4679 | |
| s | 4239 | |
| c | 2826 | 5.5% |
| o | 1750 | 3.4% |
| Other values (2) | 3500 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 51394 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 7842 | |
| r | 6429 | |
| u | 6092 | |
| f | 4679 | |
| a | 4679 | |
| i | 4679 | |
| l | 4679 | |
| s | 4239 | |
| c | 2826 | 5.5% |
| o | 1750 | 3.4% |
| Other values (2) | 3500 |
Interactions
Correlations
| age | balance | campaign | contact | customer_id | day_of_week | duration | education | housing | job | loan | marital_status | month | pdays | poutcome | previous | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | 0.087 | 0.014 | 0.249 | 0.004 | -0.000 | 0.026 | 0.181 | 0.330 | 0.299 | 0.100 | 0.351 | 0.088 | -0.078 | 0.136 | 0.031 |
| balance | 0.087 | 1.000 | -0.020 | 0.055 | 0.107 | 0.080 | 0.077 | 0.057 | 0.059 | 0.050 | 0.061 | 0.029 | 0.034 | -0.187 | 0.000 | 0.012 |
| campaign | 0.014 | -0.020 | 1.000 | 0.112 | -0.016 | -0.017 | -0.096 | 0.035 | 0.051 | 0.020 | 0.024 | 0.000 | 0.042 | 0.083 | 0.096 | 0.167 |
| contact | 0.249 | 0.055 | 0.112 | 1.000 | 0.063 | 0.048 | 0.040 | 0.108 | 0.077 | 0.148 | 0.033 | 0.045 | 0.046 | 0.035 | 0.039 | 0.004 |
| customer_id | 0.004 | 0.107 | -0.016 | 0.063 | 1.000 | -0.085 | 0.167 | 0.134 | 0.557 | 0.140 | 0.196 | 0.083 | 0.588 | -0.041 | 0.316 | 0.106 |
| day_of_week | -0.000 | 0.080 | -0.017 | 0.048 | -0.085 | 1.000 | -0.015 | 0.089 | 0.236 | 0.069 | 0.084 | 0.044 | 0.345 | -0.093 | 0.113 | -0.011 |
| duration | 0.026 | 0.077 | -0.096 | 0.040 | 0.167 | -0.015 | 1.000 | 0.022 | 0.103 | 0.025 | 0.025 | 0.000 | 0.051 | -0.031 | 0.109 | 0.008 |
| education | 0.181 | 0.057 | 0.035 | 0.108 | 0.134 | 0.089 | 0.022 | 1.000 | 0.132 | 0.545 | 0.053 | 0.122 | 0.120 | 0.144 | 0.072 | 0.020 |
| housing | 0.330 | 0.059 | 0.051 | 0.077 | 0.557 | 0.236 | 0.103 | 0.132 | 1.000 | 0.366 | 0.103 | 0.048 | 0.461 | 0.377 | 0.311 | 0.000 |
| job | 0.299 | 0.050 | 0.020 | 0.148 | 0.140 | 0.069 | 0.025 | 0.545 | 0.366 | 1.000 | 0.117 | 0.226 | 0.102 | 0.096 | 0.134 | 0.000 |
| loan | 0.100 | 0.061 | 0.024 | 0.033 | 0.196 | 0.084 | 0.025 | 0.053 | 0.103 | 0.117 | 1.000 | 0.077 | 0.147 | 0.066 | 0.115 | 0.022 |
| marital_status | 0.351 | 0.029 | 0.000 | 0.045 | 0.083 | 0.044 | 0.000 | 0.122 | 0.048 | 0.226 | 0.077 | 1.000 | 0.063 | 0.045 | 0.043 | 0.000 |
| month | 0.088 | 0.034 | 0.042 | 0.046 | 0.588 | 0.345 | 0.051 | 0.120 | 0.461 | 0.102 | 0.147 | 0.063 | 1.000 | 0.274 | 0.227 | 0.000 |
| pdays | -0.078 | -0.187 | 0.083 | 0.035 | -0.041 | -0.093 | -0.031 | 0.144 | 0.377 | 0.096 | 0.066 | 0.045 | 0.274 | 1.000 | 0.182 | -0.099 |
| poutcome | 0.136 | 0.000 | 0.096 | 0.039 | 0.316 | 0.113 | 0.109 | 0.072 | 0.311 | 0.134 | 0.115 | 0.043 | 0.227 | 0.182 | 1.000 | 0.019 |
| previous | 0.031 | 0.012 | 0.167 | 0.004 | 0.106 | -0.011 | 0.008 | 0.020 | 0.000 | 0.000 | 0.022 | 0.000 | 0.000 | -0.099 | 0.019 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| customer_id | age | job | marital_status | education | balance | housing | loan | contact | day_of_week | month | duration | campaign | pdays | previous | poutcome | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 33 | admin. | married | tertiary | 882 | no | no | telephone | 21 | oct | 39 | 1 | 151 | 3 | failure |
| 1 | 2 | 42 | admin. | single | secondary | -247 | yes | yes | telephone | 21 | oct | 519 | 1 | 166 | 1 | other |
| 2 | 3 | 33 | services | married | secondary | 3444 | yes | no | telephone | 21 | oct | 144 | 1 | 91 | 4 | failure |
| 3 | 4 | 36 | management | married | tertiary | 2415 | yes | no | telephone | 22 | oct | 73 | 1 | 86 | 4 | other |
| 4 | 5 | 36 | management | married | tertiary | 0 | yes | no | telephone | 23 | oct | 140 | 1 | 143 | 3 | failure |
| 5 | 6 | 44 | blue-collar | married | secondary | 1324 | yes | no | telephone | 25 | oct | 119 | 1 | 89 | 2 | other |
| 6 | 7 | 26 | technician | single | tertiary | 172 | no | yes | telephone | 4 | nov | 21 | 1 | 140 | 4 | other |
| 7 | 8 | 51 | admin. | single | secondary | 3132 | no | no | telephone | 5 | nov | 449 | 1 | 176 | 1 | failure |
| 8 | 9 | 33 | unemployed | divorced | secondary | 1005 | yes | no | telephone | 10 | nov | 175 | 1 | 174 | 2 | failure |
| 9 | 10 | 30 | admin. | married | secondary | 873 | yes | no | telephone | 12 | nov | 119 | 1 | 167 | 3 | success |
| customer_id | age | job | marital_status | education | balance | housing | loan | contact | day_of_week | month | duration | campaign | pdays | previous | poutcome | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7832 | 7833 | 32 | blue-collar | married | secondary | 136 | no | no | cellular | 16 | nov | 206 | 1 | 188 | 3 | success |
| 7833 | 7834 | 75 | retired | divorced | tertiary | 3810 | yes | no | cellular | 16 | nov | 262 | 1 | 183 | 1 | failure |
| 7834 | 7835 | 28 | self-employed | single | tertiary | 159 | no | no | cellular | 16 | nov | 449 | 2 | 33 | 4 | success |
| 7835 | 7836 | 59 | management | married | tertiary | 138 | yes | yes | cellular | 16 | nov | 162 | 2 | 187 | 5 | failure |
| 7836 | 7837 | 68 | retired | married | secondary | 1146 | no | no | cellular | 16 | nov | 212 | 1 | 187 | 6 | success |
| 7837 | 7838 | 34 | blue-collar | single | secondary | 1475 | yes | no | cellular | 16 | nov | 1166 | 3 | 530 | 12 | other |
| 7838 | 7839 | 53 | management | married | tertiary | 583 | no | no | cellular | 17 | nov | 226 | 1 | 184 | 4 | success |
| 7839 | 7840 | 73 | retired | married | secondary | 2850 | no | no | cellular | 17 | nov | 300 | 1 | 40 | 8 | failure |
| 7840 | 7841 | 72 | retired | married | secondary | 5715 | no | no | cellular | 17 | nov | 1127 | 5 | 184 | 3 | success |
| 7841 | 7842 | 37 | entrepreneur | married | secondary | 2971 | no | no | cellular | 17 | nov | 361 | 2 | 188 | 11 | other |